{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6d399f3b-b212-4adb-8593-af7d716c40b2",
   "metadata": {},
   "source": [
    "Chapter 03\n",
    "\n",
    "# 离群值，多元\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9dc2938e-1c12-4244-aadf-0f8802c8f8ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "import pandas as pd  \n",
    "import seaborn as sns \n",
    "from sklearn.datasets import load_iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6ecb0ffe-921e-45ed-9aad-02e2da3c2d8f",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = load_iris()\n",
    "# A copy from Sklearn\n",
    "\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "feature_names = ['Sepal length, $X_1$','Sepal width, $X_2$',\n",
    "                 'Petal length, $X_3$','Petal width, $X_4$']\n",
    "\n",
    "# Convert X array to dataframe\n",
    "X_df = pd.DataFrame(X, columns=feature_names)\n",
    "\n",
    "xx, yy = np.meshgrid(np.linspace(4, 8, 50), np.linspace(1, 5, 50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ca8d6e64-9fcb-4d68-a42c-6f8300e79c91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neighbors import KernelDensity\n",
    "\n",
    "kde = KernelDensity(bandwidth=0.3)\n",
    "kde.fit(X_df.values[:,:2])\n",
    "pred = kde.score_samples(X_df.values[:,:2])\n",
    "\n",
    "pred_1_0 = (pred > np.percentile(pred, 10)).astype(int)\n",
    "\n",
    "dec = kde.score_samples(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "dens = kde.score_samples(X_df.values[:,:2])\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.scatter(X_df.values[:,0], X_df.values[:,1], c = dens, cmap='RdYlBu')\n",
    "plt.xlabel(feature_names[0])\n",
    "plt.ylabel(feature_names[1])\n",
    "\n",
    "X_df['pred_1_0'] = pred_1_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3c4f3477-1f3d-4218-9a4c-3060d4cb61bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Sepal width, $X_2$')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "colors = {1:'tab:blue', 0:'tab:red'}\n",
    "plt.contourf(xx, yy, dec.reshape(xx.shape), alpha=.5, levels = 20)\n",
    "plt.scatter(X_df.values[:,0], X_df.values[:,1], \n",
    "            c=X_df['pred_1_0'].map(colors))\n",
    "\n",
    "plt.xlabel(feature_names[0])\n",
    "plt.ylabel(feature_names[1])\n",
    "\n",
    "#%%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "244a0b89-8787-45bb-9447-6886b7dd364d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4504aa22-c57d-4a53-9b67-15b603e86150",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_13716\\2080159216.py:12: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  pred = oneclass.predict(X_train).astype(np.int)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Sepal width, $X_2$')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xx, yy = np.meshgrid(np.linspace(4, 8, 200), np.linspace(1, 5, 200))\n",
    "\n",
    "#%% SVM\n",
    "\n",
    "from sklearn.svm import OneClassSVM\n",
    "\n",
    "# scaler = StandardScaler()\n",
    "X_train = X_df.values[:,:2]\n",
    "\n",
    "oneclass = OneClassSVM(nu=.1).fit(X_train)\n",
    "\n",
    "pred = oneclass.predict(X_train).astype(np.int)\n",
    "\n",
    "X_df['pred_1_minus_1'] = pred\n",
    "\n",
    "dec = oneclass.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "colors = {1:'tab:blue', -1:'tab:red'}\n",
    "plt.contourf(xx, yy, dec.reshape(xx.shape), alpha=.5)\n",
    "plt.contour(xx, yy, dec.reshape(xx.shape), levels=[0], linewidths=2, colors=\"black\")\n",
    "\n",
    "plt.scatter(X_df.values[:,0], X_df.values[:,1], c=X_df['pred_1_minus_1'].map(colors))\n",
    "\n",
    "plt.xlabel(feature_names[0])\n",
    "plt.ylabel(feature_names[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1a291491-ce94-41f4-a366-443d121607ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_13716\\2354666470.py:6: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  pred = iso.predict(X_train).astype(np.int)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Sepal width, $X_2$')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% IsolationForest\n",
    "\n",
    "from sklearn.ensemble import IsolationForest\n",
    "iso = IsolationForest().fit(X_train)\n",
    "\n",
    "pred = iso.predict(X_train).astype(np.int)\n",
    "\n",
    "X_df['pred_1_minus_1'] = pred\n",
    "\n",
    "dec = iso.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "\n",
    "colors = {1:'tab:blue', -1:'tab:red'}\n",
    "plt.contourf(xx, yy, dec.reshape(xx.shape), alpha=.5)\n",
    "plt.contour(xx, yy, dec.reshape(xx.shape), levels=[0], linewidths=2, colors=\"black\")\n",
    "\n",
    "plt.scatter(X_df.values[:,0], X_df.values[:,1], c=X_df['pred_1_minus_1'].map(colors))\n",
    "\n",
    "plt.xlabel(feature_names[0])\n",
    "plt.ylabel(feature_names[1])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
